AI Systems Engineer focused on deterministic AI workflows, distributed systems, retrieval-augmented systems, developer infrastructure, and reliability-focused automation. Open-source contributions across AI orchestration, inference infrastructure, and distributed systems ecosystems.
Deterministic AI-assisted CI failure investigation platform for GitHub Actions.
- Workflow execution reconstruction
- Root-cause ranking with confidence scoring
- Structured RCA artifact generation
- Evidence-backed failure analysis
- AI-assisted fix generation with guardrails
- GitHub App-first architecture
- Multi-model orchestration support
Python, GitHub Actions, OpenAI, Anthropic, Gemini, Ollama, structured pipelines, observability workflows
SheetProof (In Progress)
Local-first spreadsheet audit and validation system focused on reliability, explainability, and structured analysis workflows.
- Formula tracing
- Workbook diffing
- Assumption tracking
- Risk classification
- Structured validation pipelines
- Evidence-backed spreadsheet analysis
- Deterministic audit workflows
Improve reliability and explainability for operational and financial spreadsheet workflows.
- contributing to real AI systems (not toy projects)
- building production-grade agent workflows
- focusing on correctness, determinism, and evaluation
- shipping systems that can be reasoned about and verified
Approach: → consistent, high-frequency contributions → focus on real issues that get merged
- [Open] #8957 Fix 8935 match except dev in
qdrant/qdrant - [Open] #6535 fix(ethereum): handle trace_filter traces missing result.output via c… in
graphprotocol/graph-node - [Merged] #4 test: trigger failing workflow_run for app smoke in
ibrahim1023/ci-rootcause - [Open] #2331 fix(langgraph): handle null thread checkpoint in RemoteGraph.getState in
langchain-ai/langgraphjs - [Open] #5461 fix(converter): fall back on invalid JSON-like partial matches in
crewAIInc/crewAI - [Open] #2316 fix(sdk): Backfill truncated history for regenerate branching in
langchain-ai/langgraphjs - [Open] #21386 fix(azureaisearch): preserve falsy metadata values in index mapping in
run-llama/llama_index
- Multi-agent systems
- AI evals
- Structured outputs
- LLM orchestration
- Retrieval workflows
- Context management
- AI observability
- Distributed systems
- Event-driven architectures
- CI/CD systems
- Reliability engineering
- Async execution systems
- Failure isolation
- Structured tracing
- Python
- Rust
- TypeScript
- Solidity
- LangGraph
- CrewAI
- LangChain
- Ollama
- OpenAI
- Anthropic
- GitHub Actions
- EVM
- Solidity
- Stellar
- RPC systems
- Transaction indexing
- Smart contract systems
- Deterministic over opaque automation
- Reliability before complexity
- Structured outputs over unbounded generation
- Reproducible execution workflows
- Observability-first system design
- Evidence-backed automation
- Guardrailed AI-assisted execution